Statistical tests with DataRobot and Apache Airflow

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This notebook presents an example workflow for carrying out statistical tests, notify stakeholders of any issues via Slack, and generate automated compliance documentation with the test results.

 

This notebook will demonstrate how to create a pipeline of statistical tests at different stages of the model development cycle, and integrate with Apache Airflow:

  1. Exploratory statistical tests as part of model training
  2. Score a DataRobot model
  3. Run any arbitrary statistical tests
  4. Register the test results to the model version
  5. Generate automated compliance documentation using customized templates
  6. Create the pipeline with Apache Airflow
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